From e19c0dc8c08e70b885413c1cee01b8945ac4f778 Mon Sep 17 00:00:00 2001 From: Mohamed Fazil Date: Wed, 25 Oct 2023 18:49:54 -0700 Subject: [PATCH 1/8] Init remote compute tutorial --- ros2/remote_compute.md | 88 ++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 88 insertions(+) create mode 100644 ros2/remote_compute.md diff --git a/ros2/remote_compute.md b/ros2/remote_compute.md new file mode 100644 index 0000000..fa0c717 --- /dev/null +++ b/ros2/remote_compute.md @@ -0,0 +1,88 @@ +# Offload Compute to Remote Workstation +Bla Bla Bla + +#### Setting a ROS_DOMAIN_ID + +Bla Bla Bla + +## Robot Side Nodes + +##### Start Stretch Driver Node +Starts bla bla +``` +ros2 launch stretch_core stretch_driver.launch.py +``` + +##### Start Realsense Camera Stream Node +Starts bla bla +``` +ros2 launch stretch_core d435i_high_resolution.launch.py +``` + +##### Start RP Lidar Node +Starts bla bla +``` +ros2 launch stretch_core rplidar.launch.py +``` + + +## Workstation Side Node + +##### Start 'Detect Nearest Mouth' Computer Vision Node +Starts Bla Bla +``` +ros2 launch stretch_deep_perception stretch_detect_nearest_mouth.launch.py +``` + +##### Start Funmap Planner +Starts Bla Bla +``` +ros2 launch stretch_funmap funmap.launch.py +``` + +##### Visualization from Rviz +``` +``` + +### Workstation Install Steps + +This assumes the workstation side already has an active ROS2 distro (preferably Humble) colcon dependencies installed. +You can find [ROS2 Installation step for Ubuntu here](https://docs.ros.org/en/humble/Installation/Alternatives/Ubuntu-Install-Binary.html#). + +###### Setup Stretch ROS2 Packages on Workstation + +``` +source /opt/ros/humble/setup.bash +source /usr/share/colcon_cd/function/colcon_cd.sh +mkdir -p ament_ws/src +cd ament_ws/src/ +git clone https://github.com/hello-robot/stretch_ros2 +cd .. +rosdep install --rosdistro=humble -iyr --skip-keys="librealsense2" --from-paths src +colcon build --cmake-args -DCMAKE_BUILD_TYPE=Release +source ~/ament_ws/install/setup.bash +sudo apt install ros-humble-realsense2-description +``` + +``` +cd ~/ament_ws/src/stretch_ros2/stretch_description/urdf/ + +#if Dex-Wrist Installed +cp stretch_description_dex.xacro stretch_description.xacro + +#if Standard Gripper +cp stretch_description_standard.xacro stretch_description.xacro + +ros2 run stretch_calibration update_uncalibrated_urdf +cp stretch_uncalibrated.urdf stretch.urdf + +cd ~/ament_ws +colcon build +``` + + + + + + + From d2bc9ceefd5fdd9f03f5d21d4c4fe61c51297049 Mon Sep 17 00:00:00 2001 From: Mohamed Fazil Date: Wed, 25 Oct 2023 19:10:06 -0700 Subject: [PATCH 2/8] wip --- ros2/remote_compute.md | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/ros2/remote_compute.md b/ros2/remote_compute.md index fa0c717..c35350d 100644 --- a/ros2/remote_compute.md +++ b/ros2/remote_compute.md @@ -44,7 +44,7 @@ ros2 launch stretch_funmap funmap.launch.py ``` ``` -### Workstation Install Steps +### Workstation Setup to work with Stretch This assumes the workstation side already has an active ROS2 distro (preferably Humble) colcon dependencies installed. You can find [ROS2 Installation step for Ubuntu here](https://docs.ros.org/en/humble/Installation/Alternatives/Ubuntu-Install-Binary.html#). @@ -80,7 +80,11 @@ cd ~/ament_ws colcon build ``` - +``` +cd ~/ +git clone https://github.com/hello-robot/stretch_deep_perception_models +``` +TODO: [Parameterize models_directory](https://github.com/hello-robot/stretch_ros2/blob/humble/stretch_deep_perception/stretch_deep_perception/detect_nearest_mouth.py#L60) From 37fc3d66812c9e05a90b90eea13ae969a27c9e1a Mon Sep 17 00:00:00 2001 From: Mohamed Fazil Date: Thu, 26 Oct 2023 17:58:28 -0700 Subject: [PATCH 3/8] wip --- ros2/remote_compute.md | 138 +++++++++++++++++++++++++++-------------- 1 file changed, 90 insertions(+), 48 deletions(-) diff --git a/ros2/remote_compute.md b/ros2/remote_compute.md index c35350d..c545338 100644 --- a/ros2/remote_compute.md +++ b/ros2/remote_compute.md @@ -1,70 +1,65 @@ -# Offload Compute to Remote Workstation -Bla Bla Bla +# Using a Remote Workstation to Offload Heavy Compute +In this tutorial, we will explore the method for offloading computationally intensive processes, such as running computer vision models, to a remote workstation computer. This approach offers several advantages such as: +- Save processing power of the Robot. +- Utilizing the available GPU hardware on powerful workstations to run large deep learning models. +- Ability to strategically offload less critical high-computation process to enhance Robot's efficiency. -#### Setting a ROS_DOMAIN_ID +In this tutorial, we will delve into the intricate process of **offloading [Stretch Deep Perception](https://github.com/hello-robot/stretch_ros2/tree/humble/stretch_deep_perception) ROS2 nodes**. These nodes are known for their demanding computational requirements and are frequently used in [Stretch Demos](https://github.com/hello-robot/stretch_ros2/tree/humble/stretch_demos). -Bla Bla Bla +*NOTE: All Stretch ROS2 packages are developed with Humble distro.* -## Robot Side Nodes +### Setting a ROS_DOMAIN_ID -##### Start Stretch Driver Node -Starts bla bla -``` -ros2 launch stretch_core stretch_driver.launch.py -``` +ROS2 utilizes [DDS](https://design.ros2.org/articles/ros_on_dds.html) as the default middleware for communication. **DDS enables nodes within the same physical network to seamlessly discover one another and establish communication, provided they share the same `ROS_DOMAIN_ID`**. This powerful mechanism ensures secure message passing between remote nodes as intended. -##### Start Realsense Camera Stream Node -Starts bla bla -``` -ros2 launch stretch_core d435i_high_resolution.launch.py +By default, all ROS 2 nodes are configured with domain ID 0. To avoid conflicts, select a domain ID from the range of 0 to 101, and then set this chosen domain ID as the value for the `ROS_DOMAIN_ID` environment variable in both the Workstation and the Robot. +```{.bash .shell-prompt} +export ROS_DOMAIN_ID= ``` -##### Start RP Lidar Node -Starts bla bla -``` -ros2 launch stretch_core rplidar.launch.py -``` +## Setup the Workstation to work with Stretch +The workstation needs to be installed with the appropriate stretch related ros2 packages to have access Stretch robot meshes for accurate Visualization in Rviz,interfaces dependencies and essential perception packages. +This section assumes the workstation already has an active ROS2 distro and colcon dependencies pre-installed. +You can find [ROS2 Installation step for Ubuntu here](https://docs.ros.org/en/humble/Installation/Alternatives/Ubuntu-Install-Binary.html#). -## Workstation Side Node -##### Start 'Detect Nearest Mouth' Computer Vision Node -Starts Bla Bla -``` -ros2 launch stretch_deep_perception stretch_detect_nearest_mouth.launch.py -``` +##### Setup Essential stretch_ros2 Packages -##### Start Funmap Planner -Starts Bla Bla -``` -ros2 launch stretch_funmap funmap.launch.py +Make sure the ROS2 distro is sourced. +```{.bash .shell-prompt} +source /opt/ros/humble/setup.bash ``` -##### Visualization from Rviz -``` +Create workspace directory and clone stretch_ros2 packages along with it's dependency packages to `src` folder. +```{.bash .shell-prompt} +mkdir -p ~/ament_ws/src +cd ~/ament_ws/src/ +git clone https://github.com/hello-robot/stretch_ros2 +git clone https://github.com/hello-binit/ros2_numpy -b humble +git clone https://github.com/IntelRealSense/realsense-ros.git -b ros2-development +git clone https://github.com/Slamtec/sllidar_ros2.git -b main +git clone https://github.com/hello-binit/respeaker_ros2.git -b humble +git clone https://github.com/hello-binit/audio_common.git -b humble ``` -### Workstation Setup to work with Stretch - -This assumes the workstation side already has an active ROS2 distro (preferably Humble) colcon dependencies installed. -You can find [ROS2 Installation step for Ubuntu here](https://docs.ros.org/en/humble/Installation/Alternatives/Ubuntu-Install-Binary.html#). - -###### Setup Stretch ROS2 Packages on Workstation - -``` -source /opt/ros/humble/setup.bash -source /usr/share/colcon_cd/function/colcon_cd.sh -mkdir -p ament_ws/src -cd ament_ws/src/ -git clone https://github.com/hello-robot/stretch_ros2 -cd .. +Build and install all the packages present in source folder. +```{.bash .shell-prompt} +cd ~/ament_ws rosdep install --rosdistro=humble -iyr --skip-keys="librealsense2" --from-paths src colcon build --cmake-args -DCMAKE_BUILD_TYPE=Release -source ~/ament_ws/install/setup.bash -sudo apt install ros-humble-realsense2-description ``` +Make sure to source the workspace to discover the packages in it. +```{.bash .shell-prompt} +source ~/ament_ws/install/setup.bash ``` + +##### Setup Robot URDF and Meshes +All the robots are shipped with an calibrated URDF files configured with robot version specific meshes that would more accurately match the actual robot you are using. So we recommend you to **copy the `stretch_description` directory that exists in your robot and replace it with the one existing in the workstation**. The Stretch Description directory exists in the path `~/ament_ws/src/stretch_ros2/stretch_description`. + +If you dont want use the URDFs from the robot, you can manually generate the right URDF w.r.t your robot configuration using the following commands: +```{.bash .shell-prompt} cd ~/ament_ws/src/stretch_ros2/stretch_description/urdf/ #if Dex-Wrist Installed @@ -75,12 +70,16 @@ cp stretch_description_standard.xacro stretch_description.xacro ros2 run stretch_calibration update_uncalibrated_urdf cp stretch_uncalibrated.urdf stretch.urdf +``` +After setting up the +``` cd ~/ament_ws colcon build ``` -``` +##### Download Stretch Deep Perception Models +```{.bash .shell-prompt} cd ~/ git clone https://github.com/hello-robot/stretch_deep_perception_models ``` @@ -88,5 +87,48 @@ TODO: [Parameterize models_directory](https://github.com/hello-robot/stretch_ros +## Robot Side Nodes + +##### Start Stretch Driver Node +Starts bla bla +```{.bash .shell-prompt} +ros2 launch stretch_core stretch_driver.launch.py +``` + +##### Start Realsense Camera Stream Node +Starts bla bla +```{.bash .shell-prompt} +ros2 launch stretch_core d435i_high_resolution.launch.py +``` + +##### Start RP Lidar Node +Starts bla bla +``` +ros2 launch stretch_core rplidar.launch.py +``` + + +## Workstation Side Node + +##### Start 'Detect Nearest Mouth' Computer Vision Node +Starts Bla Bla +```{.bash .shell-prompt} +ros2 launch stretch_deep_perception stretch_detect_nearest_mouth.launch.py +``` + +##### Start Funmap Planner +Starts Bla Bla +```{.bash .shell-prompt} +ros2 launch stretch_funmap funmap.launch.py +``` + +##### Visualization from Rviz +``` +``` + + + + + From e5f4384265a5d1919398451425da92d43daace4e Mon Sep 17 00:00:00 2001 From: Mohamed Fazil Date: Thu, 26 Oct 2023 20:43:53 -0700 Subject: [PATCH 4/8] wip --- ros2/remote_compute.md | 81 ++++++++++++++++++++++++------------------ 1 file changed, 47 insertions(+), 34 deletions(-) diff --git a/ros2/remote_compute.md b/ros2/remote_compute.md index c545338..6d5fea1 100644 --- a/ros2/remote_compute.md +++ b/ros2/remote_compute.md @@ -1,14 +1,14 @@ -# Using a Remote Workstation to Offload Heavy Compute +# Offloading Heavy Robot Compute to Remote Workstation In this tutorial, we will explore the method for offloading computationally intensive processes, such as running computer vision models, to a remote workstation computer. This approach offers several advantages such as: -- Save processing power of the Robot. +- Saving the robot's processing power. - Utilizing the available GPU hardware on powerful workstations to run large deep learning models. -- Ability to strategically offload less critical high-computation process to enhance Robot's efficiency. +- Ability to strategically offload less critical high-computation processes to enhance Robot's efficiency. -In this tutorial, we will delve into the intricate process of **offloading [Stretch Deep Perception](https://github.com/hello-robot/stretch_ros2/tree/humble/stretch_deep_perception) ROS2 nodes**. These nodes are known for their demanding computational requirements and are frequently used in [Stretch Demos](https://github.com/hello-robot/stretch_ros2/tree/humble/stretch_demos). +We will delve into the process of **offloading [Stretch Deep Perception](https://github.com/hello-robot/stretch_ros2/tree/humble/stretch_deep_perception) ROS2 nodes**. These nodes are known for their demanding computational requirements and are frequently used in [Stretch Demos](https://github.com/hello-robot/stretch_ros2/tree/humble/stretch_demos). *NOTE: All Stretch ROS2 packages are developed with Humble distro.* -### Setting a ROS_DOMAIN_ID +## 1. Setting a ROS_DOMAIN_ID ROS2 utilizes [DDS](https://design.ros2.org/articles/ros_on_dds.html) as the default middleware for communication. **DDS enables nodes within the same physical network to seamlessly discover one another and establish communication, provided they share the same `ROS_DOMAIN_ID`**. This powerful mechanism ensures secure message passing between remote nodes as intended. @@ -17,14 +17,14 @@ By default, all ROS 2 nodes are configured with domain ID 0. To avoid conflicts, export ROS_DOMAIN_ID= ``` -## Setup the Workstation to work with Stretch -The workstation needs to be installed with the appropriate stretch related ros2 packages to have access Stretch robot meshes for accurate Visualization in Rviz,interfaces dependencies and essential perception packages. +## 2. Setup the Workstation to work with Stretch +The workstation needs to be installed with the stretch related ros2 packages to have access to robot meshes for Visualization in Rviz, custom interfaces dependencies and essential perception packages. This section assumes the workstation already has an active ROS2 distro and colcon dependencies pre-installed. You can find [ROS2 Installation step for Ubuntu here](https://docs.ros.org/en/humble/Installation/Alternatives/Ubuntu-Install-Binary.html#). -##### Setup Essential stretch_ros2 Packages +#### Setup Essential stretch_ros2 Packages Make sure the ROS2 distro is sourced. ```{.bash .shell-prompt} @@ -55,10 +55,10 @@ Make sure to source the workspace to discover the packages in it. source ~/ament_ws/install/setup.bash ``` -##### Setup Robot URDF and Meshes -All the robots are shipped with an calibrated URDF files configured with robot version specific meshes that would more accurately match the actual robot you are using. So we recommend you to **copy the `stretch_description` directory that exists in your robot and replace it with the one existing in the workstation**. The Stretch Description directory exists in the path `~/ament_ws/src/stretch_ros2/stretch_description`. +#### Setup Robot URDF and Meshes +All the robots will have calibrated URDF with pre-configured mesh files in the stretch_description package directory that is specific to your actual robot. So we recommend you to **copy the `stretch_description` directory that exists inside your robot and replace it with the one existing in the workstation**. The Stretch Description directory exists in the path `~/ament_ws/src/stretch_ros2/stretch_description`. -If you dont want use the URDFs from the robot, you can manually generate the right URDF w.r.t your robot configuration using the following commands: +If you dont want to use the URDFs from the robot, you can manually generate the uncalibrated URDF w.r.t your robot configuration using the following commands: ```{.bash .shell-prompt} cd ~/ament_ws/src/stretch_ros2/stretch_description/urdf/ @@ -72,62 +72,75 @@ ros2 run stretch_calibration update_uncalibrated_urdf cp stretch_uncalibrated.urdf stretch.urdf ``` -After setting up the -``` +After setting up the stretch_description folder, re-build the workspace to update the package with latest changes. +```{.bash .shell-prompt} cd ~/ament_ws colcon build ``` -##### Download Stretch Deep Perception Models +#### Download Stretch Deep Perception Models +[stretch_deep_perception_models](https://github.com/hello-robot/stretch_deep_perception_models) provides open deep learning models from third parties for use. We are cloning this directory to the home folder in the workstation. ```{.bash .shell-prompt} cd ~/ git clone https://github.com/hello-robot/stretch_deep_perception_models ``` -TODO: [Parameterize models_directory](https://github.com/hello-robot/stretch_ros2/blob/humble/stretch_deep_perception/stretch_deep_perception/detect_nearest_mouth.py#L60) +## 3. Start core Nodes on the Robot Compute +Start the core driver nodes for controlling the robot, streaming the Lidar and realsense depth camera/s data using the [stretch_core](https://github.com/hello-robot/stretch_ros2/tree/humble/stretch_core) package. -## Robot Side Nodes -##### Start Stretch Driver Node -Starts bla bla ```{.bash .shell-prompt} +# Terminal 1: Start the Stretch Driver Node ros2 launch stretch_core stretch_driver.launch.py +# Terminal 2: Start the realsense D435i stream. +ros2 launch stretch_core d435i_high_resolution.launch.py +# Terminal 3: Start lidar. +ros2 launch stretch_core rplidar.launch.py ``` -##### Start Realsense Camera Stream Node -Starts bla bla +## 4. Verify Remote Workstation is able to discover Stretch Nodes +After launching the above core nodes, all the robot control interfaces and sensor data streams should be exposed to all the other nodes in the same physical network with common ROS_DOMAIN_ID set. + +From the remote workstation try the following test commands: ```{.bash .shell-prompt} -ros2 launch stretch_core d435i_high_resolution.launch.py -``` +# Check if all robot topics are visible. +ros2 topic list -##### Start RP Lidar Node -Starts bla bla -``` -ros2 launch stretch_core rplidar.launch.py +# Check if able to receive a sensor data by printing from Joint States topic. +ros2 topic echo /joint_states + +# Check if able to send commands to robot by triggering stow_the_robot service +ros2 service call /stow_the_robot std_srvs/srv/Trigger ``` -## Workstation Side Node +## 5. Offload Object Detection Node to Remote Workstation -##### Start 'Detect Nearest Mouth' Computer Vision Node -Starts Bla Bla +From the workstation run the following to start ```{.bash .shell-prompt} -ros2 launch stretch_deep_perception stretch_detect_nearest_mouth.launch.py ``` -##### Start Funmap Planner -Starts Bla Bla +##### Visualiza in Rviz ```{.bash .shell-prompt} -ros2 launch stretch_funmap funmap.launch.py ``` -##### Visualization from Rviz +## 6. Offload Object Detection Node to Remote Workstation +Starts Bla Bla +```{.bash .shell-prompt} +ros2 launch stretch_deep_perception stretch_detect_nearest_mouth.launch.py ``` + +##### Visualiza in Rviz +```{.bash .shell-prompt} ``` +TODO: [Parameterize models_directory that now looks for Hello fleet directory](https://github.com/hello-robot/stretch_ros2/blob/humble/stretch_deep_perception/stretch_deep_perception/detect_nearest_mouth.py#L60) + + + From bb5f2f23729247febe0eccb851f4368780fcde25 Mon Sep 17 00:00:00 2001 From: Mohamed Fazil Date: Thu, 26 Oct 2023 22:19:23 -0700 Subject: [PATCH 5/8] Added viz images --- ros2/images/remote_compute_face_Detect.png | Bin 0 -> 1163466 bytes .../remote_compute_object_detection_viz.png | Bin 0 -> 2240594 bytes ros2/remote_compute.md | 76 ++++++++++++++++-- yolov5s.pt | Bin 0 -> 14808437 bytes 4 files changed, 69 insertions(+), 7 deletions(-) create mode 100644 ros2/images/remote_compute_face_Detect.png create mode 100644 ros2/images/remote_compute_object_detection_viz.png create mode 100644 yolov5s.pt diff --git a/ros2/images/remote_compute_face_Detect.png b/ros2/images/remote_compute_face_Detect.png new file mode 100644 index 0000000000000000000000000000000000000000..a9876b656fa18402b4d8b727bd6ad0b73d4e8c45 GIT binary patch literal 1163466 zcmaHTbyS<*wr!B&PFvh56pFihu@;9?oZ@bQ;MPEa;?m;oP@uS5u~Hy7A-I(Q0fM_c ze)rvb?mOp?x5miW`}@W>l98Rg=30BswGySNu7r<6i30!t@Kux*v;hE2WdPt=ClGum;$=xH?;N0xdnPtzCe2uAWG= zZmFk-IRAM_-oyHnr@gBSy{^5pH9*(Si=I!2Uc=Ipo{xu*pPrXTjF(@GhnHScjb2kh zSFlB^5&)nFs3^$l`ef~QIwn{{eRD1Y9IFB$yNBs0JUzyu)6Eo13ffk~?5T{2=rTkN z3OaS0DOKc5z z_^sgoW3DLS!fhyT|HFb8yl%Fz0XZE$yZA1{h|2TX=?j_L>r2PVQlI_g?n{iuvVYmm zn@Ygce|!Q|Px@%(79e|+B@y&Iq%^m6wDe)8-nip#pK7s1KVOGc-Rq~oDpP@?tz0CVYNl2dO<{2C9{T8zJd`rhwSv>md z|Cp(|HY4bNFQ0CkzN0ZR**qa7TiLOB9*DNnUn_pa@7j(Dr)DHj!@*&Vr$Lb^k~4yT zsx!;I8MQsQ?7rQnn%qjADc@8=!R#>$db}*a8ooZff8|9_Kd9onG4)pJxLgCcp4qR} z*3~q)ut$k-tfWX{&!fP7!}eBzG>K#iB=>NR`*@aHd#->|{I9iK6=4r)_}4l;O|U`= z9UTFZOMtj4=cDu?T3;CQ{z~H!ny2bn2g3m~x*cg7aMcTX$L z(S38&=c-#T9tdsj4oCVe8fg&|9d+%k=n&6b_8MEh$ijkzmSAPHT}s_Kc0)*0b9_w} z9}MlCoh8AOf^&0oL^7HPQklq*19><)9DR9N@S{Wv%iSIK{pz!%moNU?0{hDT{l|CJ zdRqOzi>t?y)Fwtu_&xDJ26=7Syijh?+Wb~T*Bt8Cq4gup_brS>KCLSLD zh3ERC8J+w&zYxy-E572#3Sf-Wj4iKFxeWS&z?<=tsZf#axVH-2Y7UByPUY@CJdpMp zwFvG;IJ>UT)E3gjCVw{?{g(BUesS zgCi{~OOMsHs3*W>90LBu7<+%$)SfdO6ni8Uaz6E*Ca3w#nB4SV+L%m24#$--bT*ac6Uhc-*#O- zM*N_b>Pc@7pmLtuCwn}qZy`_LAC)0h6_BZj8kczR<&u89({D6E213CNani&QSXm-| z0^N=W53x#g+v#vqnixsY7SB-p%HU#G)v|C?0Fqsfe6z3Y(T$Ji@IEcY$zMm6BJKik z!qj~}34M`}BNdb~JrsXp;_4sm9LjD3YQ#n(xd2Sf$+G_u5dx z4udSG>q^XdQon}o`i=CQq^XffsT%1^H4zF_ZKb0)UrB2$WouuUj5~j+)Zpp4dA<>(7iJA_=jITV#Dwn_!u|;4*Hv2=xcyuUEsTPY;lo?<4?MVjJ zp@;aT4Jn%lOP1-nk>@#Qm#6Ym-|t(}{oQ~Pjr%)!p@o#VwA^p8dk4eCiJqA~>lb&F z*GaYjmqd;_C=chQy_PNA&W$Bj`{1er54b&P-aS zKHCO+aI>PIhiA;Q%Af;O67an8V&q7mC zHmz~z9>A73T>{=MDA5JN{&w9j9%8IHy9y1JsiKl>8Kyvn2X_3o=65947Q;Lf0%-x>f znOFUBak66qHL5GX%d+{>-{bx8(KyOsM`xDH5FV{Iv%THZvpE&Tbd~;P=SvZb@x21= zos)*G-BEveuTu6HtQ8b%Bei)HMf!vK<0pxqB_`CPH+x#wIfU1NEEIkprzbLP?%iuRaRIm

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